experiment-plan

Convert research proposals into claim-driven experiment roadmaps with execution sequencing.

Updated Apr 26, 2026
One-click install
npx skills add https://github.com/jandan138/Auto-claude-code-research-in-sleep --skill experiment-plan-jandan138
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: experiment-plan
Source: https://github.com/jandan138/Auto-claude-code-research-in-sleep/tree/main/skills/experiment-plan
Command: npx skills add https://github.com/jandan138/Auto-claude-code-research-in-sleep --skill experiment-plan-jandan138

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap and help plan run order, baselines, budget, and validation steps to support a paper-ready study.

Core Features & Use Cases

  • Claim-driven experiment planning: translate a method idea into testable claims and corresponding evidence blocks.
  • Phase-guided workflow: context loading, claim freezing, block specification, execution order, budget and timeline planning.
  • Output artifacts: generates structured artifacts like refine-logs, EXPERIMENT_PLAN.md and EXPERIMENT_TRACKER.md for traceability and reproducibility.
  • Use Case: after refining a proposal, produce a complete experiment plan ready for execution.

Quick Start

Provide a refined experiment plan by outlining the primary claims, experimental blocks, and an executable run order.

Frequently Asked Questions about experiment-plan

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I turn a research proposal into an experiment plan for an ablation study?▼

To create an experiment plan, translate your research proposal into testable claims and map them to corresponding evidence blocks. This structures your ablation study, evaluation protocols, and run order for paper-ready validation.

What is claim-based evaluation in experimental design?▼

Claim-based evaluation is a methodology validation workflow that freezes research claims and translates them into specific, testable evidence blocks. This ensures every experiment run directly supports a paper-ready validation step.

How do I plan a compute budget for LLM and Diffusion model experiments?▼

Plan a compute budget for LLM and Diffusion experiments by sequencing your execution order and mapping resource requirements to each evidence block. This workflow outputs an EXPERIMENT_PLAN.md to track compute allocation and timelines.

Can I use this experiment planning workflow for RL-based research contributions?▼

Yes, this experiment planning workflow supports RL-based research contributions. It structures methodology validation across LLM, VLM, Diffusion, and RL models by defining baselines, execution sequencing, and claim-driven validation.

How to generate reproducible artifacts for paper writing from an experiment roadmap?▼

Generate reproducible artifacts by executing the phase-guided workflow to output EXPERIMENT_PLAN.md and EXPERIMENT_TRACKER.md files. These structured documents ensure traceability from frozen claims to final validation results.